Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "131"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 131 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 102 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 100 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 131, Node N11:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459919 not_connected 100.00% 100.00% 100.00% 0.00% - - 11.327241 12.274328 3.654330 4.327021 9.131175 10.304449 3.839848 0.262909 0.0338 0.0404 0.0032 nan nan
2459918 not_connected 100.00% 100.00% 100.00% 0.00% - - 12.767813 13.904856 3.648674 4.299657 6.985581 6.801214 4.082291 0.245161 0.0335 0.0384 0.0023 nan nan
2459917 not_connected 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459916 not_connected 100.00% 100.00% 100.00% 0.00% - - 11.191910 12.156471 3.862355 4.426751 7.375128 7.783124 3.587127 -0.066511 0.0327 0.0394 0.0031 nan nan
2459915 not_connected 100.00% 100.00% 100.00% 0.00% - - 11.759409 12.984566 4.427352 5.009986 7.979075 7.724213 5.840084 1.994136 0.0357 0.0446 0.0039 nan nan
2459914 not_connected 100.00% 100.00% 100.00% 0.00% - - 12.713278 14.292569 4.535959 5.205698 8.705454 9.249174 7.586482 6.312523 0.0353 0.0413 0.0027 nan nan
2459913 not_connected 100.00% 100.00% 100.00% 0.00% - - 12.730883 14.205791 3.698346 4.438965 9.046651 9.232704 8.483772 1.115527 0.0337 0.0397 0.0026 nan nan
2459912 not_connected 100.00% 100.00% 100.00% 0.00% - - 10.743666 12.100721 3.240638 4.154650 8.731822 8.030578 3.200426 -0.237143 0.0350 0.0408 0.0023 nan nan
2459911 not_connected 100.00% 100.00% 100.00% 0.00% - - 10.327437 11.409938 3.623058 4.376488 8.542104 7.352175 1.584759 -0.754861 0.0337 0.0388 0.0021 nan nan
2459910 not_connected 100.00% 100.00% 100.00% 0.00% - - 10.587549 11.758994 3.645751 4.374693 8.763938 7.693837 1.774008 -0.765913 0.0339 0.0385 0.0020 nan nan
2459909 not_connected 100.00% 100.00% 100.00% 0.00% - - 11.120333 12.235252 3.530172 4.289720 7.523682 6.314047 2.441679 -0.435971 0.0338 0.0382 0.0019 nan nan
2459908 not_connected 100.00% 100.00% 100.00% 0.00% - - 11.722437 12.996049 3.451142 4.240449 6.380707 5.694422 2.726897 -0.283778 0.0339 0.0394 0.0023 nan nan
2459907 not_connected 100.00% 100.00% 100.00% 0.00% - - 11.741144 13.123640 3.679203 4.541479 6.884918 6.163463 2.453300 -0.199506 0.0359 0.0426 0.0026 nan nan
2459906 not_connected 100.00% 100.00% 100.00% 0.00% - - 11.485848 13.212406 3.781403 4.595318 7.953853 8.447283 3.277739 0.031608 0.0333 0.0389 0.0021 nan nan
2459905 not_connected 100.00% 100.00% 100.00% 0.00% - - 11.006505 12.276858 3.710931 4.396680 12.366019 13.430452 2.342905 -0.609023 0.0330 0.0367 0.0018 nan nan
2459904 not_connected 100.00% 100.00% 100.00% 0.00% - - 10.741114 12.377644 4.084231 4.902953 8.982867 10.176968 4.963706 -0.096024 0.0337 0.0371 0.0017 nan nan
2459903 not_connected 100.00% 100.00% 100.00% 0.00% - - 11.471168 13.175075 4.132109 4.893603 7.202179 7.859361 4.832671 0.035851 0.0330 0.0380 0.0019 nan nan
2459902 not_connected 100.00% 100.00% 100.00% 0.00% - - 13.096790 14.652796 4.326853 4.958461 7.786464 8.227949 2.649771 -0.234632 0.0350 0.0405 0.0021 nan nan
2459901 not_connected 100.00% 100.00% 100.00% 0.00% - - 13.293250 14.996704 3.821770 4.577822 7.134623 7.203505 2.982747 -0.283022 0.0359 0.0426 0.0025 nan nan
2459900 not_connected 100.00% 100.00% 100.00% 0.00% - - 11.975011 15.190420 4.147058 4.983644 9.112921 7.776536 2.841021 -0.251440 0.0337 0.0393 0.0020 nan nan
2459898 not_connected 100.00% 100.00% 100.00% 0.00% - - 10.665238 12.408477 3.733986 4.533602 8.220851 9.279076 3.829935 -0.010994 0.0339 0.0391 0.0017 nan nan
2459897 not_connected 100.00% 100.00% 100.00% 0.00% - - 10.398689 12.135540 3.696341 4.700583 9.466167 10.006166 3.481041 -0.018187 0.0335 0.0372 0.0016 nan nan
2459896 not_connected 100.00% 100.00% 100.00% 0.00% - - 10.698669 12.275720 3.993406 4.790990 9.920085 10.913806 2.255090 -0.164050 0.0334 0.0383 0.0020 nan nan
2459895 not_connected 100.00% 100.00% 100.00% 0.00% - - 13.378876 15.081433 5.155754 5.761340 10.227232 11.010898 6.117297 5.426754 0.0338 0.0386 0.0015 nan nan
2459894 not_connected 100.00% 100.00% 100.00% 0.00% - - 12.305516 14.358702 3.243849 4.135536 9.818387 10.520555 4.006404 -0.187046 0.0346 0.0388 0.0017 nan nan
2459893 not_connected 100.00% 100.00% 100.00% 0.00% - - 12.647593 14.795953 3.655854 4.538803 8.146504 9.202921 4.517114 0.432980 0.0342 0.0394 0.0019 nan nan
2459892 not_connected 100.00% 100.00% 100.00% 0.00% - - 12.720553 14.603077 4.344550 5.223288 6.643665 7.073597 3.565065 -0.111441 0.0354 0.0433 0.0027 nan nan
2459891 not_connected 100.00% 100.00% 100.00% 0.00% - - 11.333930 13.440007 4.129333 5.167683 8.499893 10.279552 2.934945 0.059757 0.0340 0.0391 0.0019 nan nan
2459890 not_connected 100.00% 100.00% 100.00% 0.00% - - 11.922213 13.697487 5.129210 5.915404 8.186525 9.084391 2.087038 -0.746631 0.0332 0.0379 0.0016 nan nan
2459889 not_connected 100.00% 100.00% 100.00% 0.00% - - 13.265485 15.498490 3.828482 4.870294 11.087920 12.893610 5.263872 0.092945 0.0352 0.0407 0.0019 nan nan
2459888 not_connected 100.00% 100.00% 100.00% 0.00% - - 11.117406 12.924816 4.956511 5.757145 9.876907 11.746109 2.992539 1.648574 0.0347 0.0403 0.0020 nan nan
2459887 not_connected 100.00% 100.00% 100.00% 0.00% - - 11.894423 13.811084 5.118182 5.665428 7.410588 10.262673 2.242681 -0.034327 0.0350 0.0405 0.0021 nan nan
2459886 not_connected 100.00% 100.00% 100.00% 0.00% - - 16.803264 18.792646 4.486169 5.068288 14.569629 14.974729 4.014361 3.159582 0.0365 0.0435 0.0025 nan nan
2459885 not_connected 100.00% 100.00% 100.00% 0.00% - - 20.368262 22.587132 25.174647 27.524445 14.132781 19.289267 17.564955 11.144407 0.0347 0.0387 0.0018 nan nan
2459884 not_connected 100.00% 100.00% 100.00% 0.00% - - 11.340479 12.965556 4.758826 5.507901 7.944354 9.805018 2.433684 -0.492780 0.0330 0.0373 0.0018 nan nan
2459883 not_connected 100.00% 100.00% 100.00% 0.00% - - 15.908418 18.034637 23.315863 25.230392 7.880056 10.748870 7.744124 1.010892 0.0331 0.0397 0.0024 nan nan
2459882 not_connected 100.00% 100.00% 100.00% 0.00% - - 26.453431 29.460134 24.817993 27.524725 11.162442 15.143978 4.271235 0.093442 0.0347 0.0412 0.0024 nan nan
2459881 not_connected 100.00% 100.00% 100.00% 0.00% - - 14.906066 16.822270 28.820432 31.602037 22.038717 30.455702 11.178408 11.494824 0.0332 0.0384 0.0019 nan nan
2459880 not_connected 100.00% 100.00% 100.00% 0.00% - - 18.188802 20.421482 24.408560 26.229431 6.772598 9.188550 4.024586 -0.370934 0.0338 0.0381 0.0018 nan nan
2459879 not_connected 100.00% 100.00% 100.00% 0.00% - - 9.535171 10.988951 4.371375 5.044346 1.388795 1.931155 3.387463 -0.013406 0.0336 0.0377 0.0021 nan nan
2459878 not_connected 100.00% 100.00% 100.00% 0.00% - - 16.390581 18.238118 29.637816 31.752821 11.569532 15.666116 10.613693 1.096390 0.0351 0.0414 0.0027 nan nan

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 131: 2459919

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 12.274328 11.327241 12.274328 3.654330 4.327021 9.131175 10.304449 3.839848 0.262909

Antenna 131: 2459918

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 13.904856 13.904856 12.767813 4.299657 3.648674 6.801214 6.985581 0.245161 4.082291

Antenna 131: 2459917

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape nan nan nan inf inf nan nan nan nan

Antenna 131: 2459916

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 12.156471 11.191910 12.156471 3.862355 4.426751 7.375128 7.783124 3.587127 -0.066511

Antenna 131: 2459915

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 12.984566 11.759409 12.984566 4.427352 5.009986 7.979075 7.724213 5.840084 1.994136

Antenna 131: 2459914

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 14.292569 12.713278 14.292569 4.535959 5.205698 8.705454 9.249174 7.586482 6.312523

Antenna 131: 2459913

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 14.205791 14.205791 12.730883 4.438965 3.698346 9.232704 9.046651 1.115527 8.483772

Antenna 131: 2459912

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 12.100721 12.100721 10.743666 4.154650 3.240638 8.030578 8.731822 -0.237143 3.200426

Antenna 131: 2459911

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 11.409938 11.409938 10.327437 4.376488 3.623058 7.352175 8.542104 -0.754861 1.584759

Antenna 131: 2459910

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 11.758994 11.758994 10.587549 4.374693 3.645751 7.693837 8.763938 -0.765913 1.774008

Antenna 131: 2459909

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 12.235252 12.235252 11.120333 4.289720 3.530172 6.314047 7.523682 -0.435971 2.441679

Antenna 131: 2459908

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 12.996049 11.722437 12.996049 3.451142 4.240449 6.380707 5.694422 2.726897 -0.283778

Antenna 131: 2459907

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 13.123640 13.123640 11.741144 4.541479 3.679203 6.163463 6.884918 -0.199506 2.453300

Antenna 131: 2459906

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 13.212406 13.212406 11.485848 4.595318 3.781403 8.447283 7.953853 0.031608 3.277739

Antenna 131: 2459905

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Temporal Variability 13.430452 12.276858 11.006505 4.396680 3.710931 13.430452 12.366019 -0.609023 2.342905

Antenna 131: 2459904

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 12.377644 12.377644 10.741114 4.902953 4.084231 10.176968 8.982867 -0.096024 4.963706

Antenna 131: 2459903

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 13.175075 13.175075 11.471168 4.893603 4.132109 7.859361 7.202179 0.035851 4.832671

Antenna 131: 2459902

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 14.652796 13.096790 14.652796 4.326853 4.958461 7.786464 8.227949 2.649771 -0.234632

Antenna 131: 2459901

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 14.996704 13.293250 14.996704 3.821770 4.577822 7.134623 7.203505 2.982747 -0.283022

Antenna 131: 2459900

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 15.190420 11.975011 15.190420 4.147058 4.983644 9.112921 7.776536 2.841021 -0.251440

Antenna 131: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 12.408477 12.408477 10.665238 4.533602 3.733986 9.279076 8.220851 -0.010994 3.829935

Antenna 131: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 12.135540 12.135540 10.398689 4.700583 3.696341 10.006166 9.466167 -0.018187 3.481041

Antenna 131: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 12.275720 12.275720 10.698669 4.790990 3.993406 10.913806 9.920085 -0.164050 2.255090

Antenna 131: 2459895

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 15.081433 13.378876 15.081433 5.155754 5.761340 10.227232 11.010898 6.117297 5.426754

Antenna 131: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 14.358702 14.358702 12.305516 4.135536 3.243849 10.520555 9.818387 -0.187046 4.006404

Antenna 131: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 14.795953 12.647593 14.795953 3.655854 4.538803 8.146504 9.202921 4.517114 0.432980

Antenna 131: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 14.603077 14.603077 12.720553 5.223288 4.344550 7.073597 6.643665 -0.111441 3.565065

Antenna 131: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 13.440007 11.333930 13.440007 4.129333 5.167683 8.499893 10.279552 2.934945 0.059757

Antenna 131: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 13.697487 13.697487 11.922213 5.915404 5.129210 9.084391 8.186525 -0.746631 2.087038

Antenna 131: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 15.498490 13.265485 15.498490 3.828482 4.870294 11.087920 12.893610 5.263872 0.092945

Antenna 131: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 12.924816 12.924816 11.117406 5.757145 4.956511 11.746109 9.876907 1.648574 2.992539

Antenna 131: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 13.811084 13.811084 11.894423 5.665428 5.118182 10.262673 7.410588 -0.034327 2.242681

Antenna 131: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 18.792646 16.803264 18.792646 4.486169 5.068288 14.569629 14.974729 4.014361 3.159582

Antenna 131: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Power 27.524445 22.587132 20.368262 27.524445 25.174647 19.289267 14.132781 11.144407 17.564955

Antenna 131: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 12.965556 12.965556 11.340479 5.507901 4.758826 9.805018 7.944354 -0.492780 2.433684

Antenna 131: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Power 25.230392 18.034637 15.908418 25.230392 23.315863 10.748870 7.880056 1.010892 7.744124

Antenna 131: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 29.460134 29.460134 26.453431 27.524725 24.817993 15.143978 11.162442 0.093442 4.271235

Antenna 131: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Power 31.602037 16.822270 14.906066 31.602037 28.820432 30.455702 22.038717 11.494824 11.178408

Antenna 131: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Power 26.229431 20.421482 18.188802 26.229431 24.408560 9.188550 6.772598 -0.370934 4.024586

Antenna 131: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 10.988951 10.988951 9.535171 5.044346 4.371375 1.931155 1.388795 -0.013406 3.387463

Antenna 131: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Power 31.752821 18.238118 16.390581 31.752821 29.637816 15.666116 11.569532 1.096390 10.613693
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